#Importing thelibraries
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
sns.set()
from sklearn.metrics import pairwise_distances
import re
from nltk.corpus import stopwords
import warnings
warnings.filterwarnings("ignore")
pd.set_option('display.max_columns', None)
#Loading the data and checking the shape
data = pd.read_csv("amazon-reviews.csv.bz2", sep = '\t')
data.shape
(205331, 4)
#Checking for NA values
data.dropna(inplace = True) # dropping the NA values
data.head()
| date | summary | review | rating | |
|---|---|---|---|---|
| 0 | 2013-07-16 | Awesine | Perfect for new parents. We were able to keep ... | 5 |
| 1 | 2013-06-29 | Should be required for all new parents! | This book is such a life saver. It has been s... | 5 |
| 2 | 2014-03-19 | Grandmother watching baby | Helps me know exactly how my babies day has go... | 5 |
| 3 | 2013-08-17 | repeat buyer | I bought this a few times for my older son and... | 5 |
| 4 | 2014-04-01 | Great | I wanted an alternative to printing out daily ... | 4 |
mult_reviews = (data.groupby('review', as_index = False).size().
sort_values(ascending = False).reset_index(name = 'no_of_reviews'))
plt.figure(figsize = (10, 6))
sns.countplot(x = mult_reviews['no_of_reviews'] > 1)
<matplotlib.axes._subplots.AxesSubplot at 0x29454c94a58>
From the above graph we could see that there are some reviews repeated more than once. We will drop the duplicates to analyze the data better and avoid reptitions.
data.drop_duplicates(inplace = True)
data.shape
(195752, 4)
#Checking for sample 1000 reviews
np.random.seed(42)
review = pd.DataFrame(data['review'].sample(1000)).reset_index() # sampling 1000 reviews for the initial analysis
review.drop("index", axis = 1, inplace = True) # dropping the index column
review.head(10)
| review | |
|---|---|
| 0 | I love this seat, it's so easy to use and most... |
| 1 | I love this mascara.\n\nIt's super easy to app... |
| 2 | I have tried too many different diapers/ brand... |
| 3 | I love a good lip gloss and this is absolutely... |
| 4 | Cute blanket, great materials. The green cente... |
| 5 | This monitor is fantastic. The picture is very... |
| 6 | So pleased with this. My mother purchased a d... |
| 7 | These are so soft and cute. They are very gent... |
| 8 | I bought this for my little girl when she was ... |
| 9 | Will this replace a pro fret job? Nah...That s... |
def quote_to_words(raw_quote):
#removing raw letters,numbers,punctuations
letters = re.sub("[^a-zA-Z]"," ",raw_quote)
#creating an array , resolving whitespaces
words = letters.lower().split()
#create an array of stopwords so that we don't have to access corpus to search for a stopword
stop = set(stopwords.words("english"))
#removing stopwords from the raw_review
meaningful_words = [w for w in words if w not in stop]
#return a string with only the words that are important
return(" ".join(meaningful_words))
clean_reviews = []
for i in range(review.review.size):
clean_reviews.append(quote_to_words(review.review[i]))
review_series = pd.Series(clean_reviews)
#Creating work data
work_data = pd.DataFrame(review_series)
#Combining the fresh and quotes columns
work_data.rename(columns = {0 : 'review'}, inplace = True)
work_data.head()
| review | |
|---|---|
| 0 | love seat easy use importantly clean also remo... |
| 1 | love mascara super easy apply clump lashes loo... |
| 2 | tried many different diapers brands systems li... |
| 3 | love good lip gloss absolutely perfect applica... |
| 4 | cute blanket great materials green center terr... |
from sklearn.feature_extraction.text import CountVectorizer
vectorizer = CountVectorizer()
X = vectorizer.fit_transform(work_data['review']).toarray()
X.shape
(1000, 6598)
BOW = pd.DataFrame(X, columns = vectorizer.get_feature_names())
BOW.head()
| aa | aback | abandoned | ability | able | abound | abrading | abrupt | absent | absolute | absolutely | absolutly | absorb | absorbancy | absorbant | absorbed | absorbent | absorbing | absorbs | abuse | ac | accept | accepted | access | accessing | accessories | accessory | accident | accidentally | accidents | accommodate | accommodated | accommodates | accomodate | accompanying | accomplish | accomplishpage | accord | according | accordingly | accordion | account | accounts | accuracy | accurate | accurately | accutane | ace | ache | achievement | acid | acids | ack | acne | acoustic | acquaintance | acquire | across | act | acting | action | activated | activates | activation | active | activities | activity | acts | actual | actually | adapt | adapter | adapters | adapteryou | add | addario | added | adding | addition | additional | additionally | adds | aden | adequate | adequately | adhere | adhesive | adiri | adjust | adjustable | adjusted | adjuster | adjusters | adjusting | adjustment | adjusts | admit | admittedly | admitting | adorable | adore | adores | adult | adults | advanced | advantage | advantages | advent | adventure | adverse | advertised | advertises | advice | advise | advised | affairs | affect | affecting | afficionado | afford | affordable | aforementioned | afraid | afterall | afternote | afterthought | afterward | afterwards | age | agent | ages | aggravation | aggravations | aggressive | agile | aging | ago | agood | agree | agreeable | agreed | agrees | ahead | aid | aiming | air | aire | airflow | airlines | airplane | airport | airy | aisle | akin | akward | alarm | alas | album | albums | alcohol | alert | alerts | algea | alice | alien | aligned | alittle | allergy | alleviate | allow | allowed | allowing | allows | allready | almost | aloe | alone | along | alongs | alot | alphabet | already | alright | also | alter | alternate | alternates | alternative | alternatives | although | altogether | altough | aluminum | alvas | always 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require | required | requirement | requirements | requires | resale | research | researched | researching | resell | reservoir | reset | residue | resist | resistance | resistant | resisted | resists | resort | resorting | respectissime | respond | responds | response | rest | restaurant | restaurants | rested | resting | restless | restore | restrictions | rests | result | resulted | results | retail | retailer | retailers | rethread | rethreaded | retinol | retire | return | returned | returning | reusable | reuse | reusing | reverb | reversible | review | reviewed | reviewer | reviewers | reviewing | reviews | revitalift | reward | rewarded | rewash | ribbons | ribcage | rice | rich | rid | ride | rides | ridiculous | ridiculously | riding | riffs | right | rigid | rim | ring | rings | rinse | rinsed | rinses | rio | rip | ripped | ripping | rise | risk | rit | rn | ro | road | roast | rob | roche | rock | rocker | rocking | rocks | rod | rode | rods | roll | rolled | rolling | 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| 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
print("Counting the actual number of words :")
print(len(BOW.columns))
Counting the actual number of words : 6598
BOW.apply(np.sum, axis = 0).sort_values(ascending = False).head(10)
one 509 baby 464 use 461 like 408 great 367 would 344 get 291 little 287 well 278 really 268 dtype: int64
BOW['total_words'] = BOW.sum(axis = 1)
BOW_tf_idf = BOW.apply(lambda x: ((x/BOW['total_words']) * np.log((1+len(BOW))/(x+1))))
BOW_tf_idf.drop('total_words', axis = 1, inplace = True)
BOW_tf_idf.head()
| aa | aback | abandoned | ability | able | abound | abrading | abrupt | absent | absolute | absolutely | absolutly | absorb | absorbancy | absorbant | absorbed | absorbent | absorbing | absorbs | abuse | ac | accept | accepted | access | accessing | accessories | accessory | accident | accidentally | accidents | accommodate | accommodated | accommodates | accomodate | accompanying | accomplish | accomplishpage | accord | according | accordingly | accordion | account | accounts | accuracy | accurate | accurately | accutane | ace | ache | achievement | acid | acids | ack | acne | acoustic | acquaintance | acquire | across | act | acting | action | activated | activates | activation | active | activities | activity | acts | actual | actually | adapt | adapter | adapters | adapteryou | add | addario | added | adding | addition | additional | additionally | adds | aden | adequate | adequately | adhere | adhesive | adiri | adjust | adjustable | adjusted | adjuster | adjusters | adjusting | adjustment | adjusts | admit | admittedly | admitting | adorable | adore | adores | adult | adults | advanced | advantage | advantages | advent | adventure | adverse | advertised | advertises | advice | advise | advised | affairs | affect | affecting | afficionado | afford | affordable | aforementioned | afraid | afterall | afternote | afterthought | afterward | afterwards | age | agent | ages | aggravation | aggravations | aggressive | agile | aging | ago | agood | agree | agreeable | agreed | agrees | ahead | aid | aiming | air | aire | airflow | airlines | airplane | airport | airy | aisle | akin | akward | alarm | alas | album | albums | alcohol | alert | alerts | algea | alice | alien | aligned | alittle | allergy | alleviate | allow | allowed | allowing | allows | allready | almost | aloe | alone | along | alongs | alot | alphabet | already | alright | also | alter | alternate | alternates | alternative | alternatives | although | altogether | altough | aluminum | alvas | always | alzheimer | amazement | amazing | amazingly | amazon | ambidextrous | ameda | american | americans | amex | amicrowave | ammendments | amnd | amongst | amount | amp | ample | amplifier | amplifierheads | amps | anais | anchors | angel | angle | angled | angles | animal | animals | ankles | anna | annoy | annoyance | annoyed | annoying | another | answer | antenae | anti | anticipate | anticomedogenic | antimicrobial | antioxidants | antique | anyhow | anymore | anyone | anything | anytime | anyway | anyways | anywhere | apart | apartment | apiece | apology | app | apparent | apparently | appeal | appeals | appear | appearance | appears | appendages | appetite | apples | appliances | application | applications | applicator | applied | applies | apply | applying | appreciate | apprehensive | appropriate | appropriately | approximately | apps | appts | aprice | aqua | aquaphor | arch | arched | area | areas | arent | aria | arianna | arm | armes | armholes | armrests | arms | army | 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require | required | requirement | requirements | requires | resale | research | researched | researching | resell | reservoir | reset | residue | resist | resistance | resistant | resisted | resists | resort | resorting | respectissime | respond | responds | response | rest | restaurant | restaurants | rested | resting | restless | restore | restrictions | rests | result | resulted | results | retail | retailer | retailers | rethread | rethreaded | retinol | retire | return | returned | returning | reusable | reuse | reusing | reverb | reversible | review | reviewed | reviewer | reviewers | reviewing | reviews | revitalift | reward | rewarded | rewash | ribbons | ribcage | rice | rich | rid | ride | rides | ridiculous | ridiculously | riding | riffs | right | rigid | rim | ring | rings | rinse | rinsed | rinses | rio | rip | ripped | ripping | rise | risk | rit | rn | ro | road | roast | rob | roche | rock | rocker | rocking | rocks | rod | rode | rods | roll | rolled | rolling | 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| significant | significantly | signs | silica | silicon | silicone | silicons | silky | silly | silver | silverlake | silverware | similac | similar | similarities | similarly | simple | simplicity | simply | simulator | since | sincerely | sing | single | sings | sink | sinks | sinus | sippies | sippy | sister | sit | site | sits | sitter | sitting | situated | situations | six | size | sized | sizes | sizing | skeptical | skid | skilled | skills | skin | skincare | skinit | skip | skirt | skulls | slack | slammed | slats | slave | sleek | sleep | sleeper | sleepers | sleeping | sleepingcomfort | sleepless | sleeps | sleepsack | sleepsacks | sleeve | sleeves | slender | slept | slicing | slick | slid | slide | slides | sliding | slight | slightest | slightly | slim | slimmer | sling | slings | slinkys | slip | slipped | slippery | slipping | slips | slob | slot | slots | slouched | slow | slower | slowly | slows | slurping | sm | smack | small | smaller | smallest | smart | smash | 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0.0 | 0.0 | 0.0 | 0.00000 | 0.0 | 0.0 | 0.0 | 0.00000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.248624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.248624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.248624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.248624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.248624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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| 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.248624 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.00000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.332008 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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| 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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BOW_tf_idf.sum().sort_values(ascending = False).head(10)
great 78.663635 baby 67.158095 use 64.431023 one 61.864850 like 54.786179 love 53.741700 well 47.852174 would 41.774582 easy 40.954785 little 39.249048 dtype: float64
from sklearn.feature_extraction.text import TfidfVectorizer
vec = TfidfVectorizer(stop_words='english')
XX = vec.fit_transform(work_data.review).toarray()
bow_vec = pd.DataFrame(XX, columns = vec.get_feature_names())
bow_vec.head()
| aa | aback | abandoned | ability | able | abound | abrading | abrupt | absent | absolute | absolutely | absolutly | absorb | absorbancy | absorbant | absorbed | absorbent | absorbing | absorbs | abuse | ac | accept | accepted | access | accessing | accessories | accessory | accident | accidentally | accidents | accommodate | accommodated | accommodates | accomodate | accompanying | accomplish | accomplishpage | accord | according | accordingly | accordion | account | accounts | accuracy | accurate | accurately | accutane | ace | ache | achievement | acid | acids | ack | acne | acoustic | acquaintance | acquire | act | acting | action | activated | activates | activation | active | activities | activity | acts | actual | actually | adapt | adapter | adapters | adapteryou | add | addario | added | adding | addition | additional | additionally | adds | aden | adequate | adequately | adhere | adhesive | adiri | adjust | adjustable | adjusted | adjuster | adjusters | adjusting | adjustment | adjusts | admit | admittedly | admitting | adorable | adore | adores | adult | adults | advanced | advantage | advantages | advent | adventure | adverse | advertised | advertises | advice | advise | advised | affairs | affect | affecting | afficionado | afford | affordable | aforementioned | afraid | afterall | afternote | afterthought | afterward | age | agent | ages | aggravation | aggravations | aggressive | agile | aging | ago | agood | agree | agreeable | agreed | agrees | ahead | aid | aiming | air | aire | airflow | airlines | airplane | airport | airy | aisle | akin | akward | alarm | alas | album | albums | alcohol | alert | alerts | algea | alice | alien | aligned | alittle | allergy | alleviate | allow | allowed | allowing | allows | allready | aloe | alongs | alot | alphabet | alright | alter | alternate | alternates | alternative | alternatives | altogether | altough | aluminum | alvas | alzheimer | amazement | amazing | amazingly | amazon | ambidextrous | ameda | american | americans | amex | amicrowave | ammendments | amnd | amp | ample | amplifier | amplifierheads | amps | anais | anchors | angel | angle | angled | angles | animal | animals | ankles | anna | annoy | annoyance | annoyed | annoying | answer | antenae | anti | anticipate | anticomedogenic | antimicrobial | antioxidants | antique | anymore | anytime | anyways | apart | apartment | apiece | apology | app | apparent | apparently | appeal | appeals | appear | appearance | appears | appendages | appetite | apples | appliances | application | applications | applicator | applied | applies | apply | applying | appreciate | apprehensive | appropriate | appropriately | approximately | apps | appts | aprice | aqua | aquaphor | arch | arched | area | areas | arent | aria | arianna | arm | armes | armholes | armrests | arms | army | aroma | aromatizator | arrange | arrive | arrived | arrives | arriving | arrows | art | artist | asap | aside | ask | asked | asking | asleep | aspect | aspects | aspirator | assembeled | assemble | assembled | assembling | assembly | assessment | associated | association | assortment | assume | assumed | assuming | assured | atmunchkin | attach | attached | attaches | attaching | attachment | attachments | attachmentswhile | attack | attatched | attempt | attempts | attend | attendants | attention | attract | attracted | attractive | attributes | audi | audible | audience | audio | auntie | authentic | authenticity | auto | automatic | automatically | avail | available | avent | aveo | average | avocado | avoid | avoided | awake | award | aware | away | awesome | awful | awhile | awkward | awkwardly | awww | babe | babies | baby | babydoll | babyhawk | babyish | babyjogger | babykicks | babyletto | babymod | babys | babyshower | babysit | babythe | babywe | bacause | backed | background | backing | backpack | backseat | backside | backups | backwards | bacteria | bad | badesco | badescu | badly | bag | bags | balance | balanced | balancing | ball | ballads | balloons | balm | bamboo | banana | bananas | band | banded | bang | bangs | banished | banned | bar | barber | bare | barely | bargain | barnyard | barrier | bars | base | baseboards | based | basic | basically | basis | basket | baskets | bass | bassinet | bat | batches | bath | bathe | bather | bathes | bathing | bathroom | bathrooms | baths | bathtub | batteries | battery | batting | bauer | baxter | bay | bayou | bc | beach | beads | beak | beans | bear | beard | bearing | bearings | beast | beat | beatings | beats | beautiful | beautifull | beautifully | beauty | bec | becasue | becaus | becausethe | bed | bedding | bedroom | beds | bedtime | beep | beeping | beeps | began | begin | beginner | beginning | behave | behavior | behaviors | behold | behringer | beige | believe | belkin | bells | belly | beloved | belt | belts | bend | bendable | bending | bends | beneath | benefit | benefits | bent | benzoyl | bes | best | beta | better | betwen | beware 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job | jog | jogger | jogging | joke | joovy | journal | joy | jr | ju | judge | judgment | jugs | juice | jujube | jump | jumped | jumper | jumperoo | jumping | jumps | jungle | junior | junk | junkies | juppy | justifies | justify | juvenile | kalencom | kangaroo | keeping | keeps | keepsake | kept | key | keyboard | keyfit | keyring | keys | kia | kick | kicking | kicks | kickstands | kid | kidco | kiddo | kiddos | kids | kiehl | kill | kills | kind | kinda | kindergarten | kinderglo | kindness | kinds | kingdom | kit | kitchen | kite | kitty | klein | knee | knees | knew | knit | knitted | knitter | knitting | knives | kno | knob | knobs | knock | knocked | knocking | knocks | knot | knotted | know | knowing | known | knows | koala | kolcraft | korner | korres | kudos | la | label | labeled | labels | lack | lacks | lactic | ladies | lady | laid | lamaze | lamp | landed | lands | landscape | language | languages | lanisoh | lansinoh | lap | lapse | laptop | large | larger | laroche | las | laser | lashes | lasre | lasted | lasting | lastly | lasts | laszlo | latch | latches | latching | late | lately | later | latex | lather | lauder | laugh | laughs | launder | laundry | lavender | law | lawn | laws | lay | layer | layered | layers | laying | layover | lays | lazy | lb | lbs | lead | leads | leak | leakage | leaked | leaking | leaks | leaky | lean | leaned | leaning | leans | learn | learned | learners | learning | learns | leather | leave | leaves | leaving | leery | left | leg | legare | legitimacy | legs | lends | length | lengthy | lessons | let | letdown | lets | letter | lettering | letters | letting | levana | level | levels | lever | leverage | lha | liam | lichen | lick | licked | licks | lid | lidded | lids | lie | lies | life | lifesaver | lifespan | lifetime | lift | lifted | lifting | light | lighted | lightening | lighter | lightest | lightly | lights | lightsnake | lightweight | like | liked | likei | likely | likes | likewise | liking | lil | 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| 0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 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0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.405866 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.214954 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.208709 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.258325 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.155985 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.273858 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.302961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.302961 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.156153 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.163052 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.204234 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
| 3 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.140583 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.165079 | 0.0 | 0.178389 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.093553 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.081883 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 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| 4 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.142181 | 0.0 | 0.0 | 0.0 | 0.169961 | 0.0 | 0.0 | 0.0 | 0.194684 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 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| 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
bow_vec.sum().sort_values(ascending = False).head(10)
baby 29.644980 great 28.002028 use 27.413734 like 24.175163 love 22.782741 easy 20.405128 little 19.714460 really 18.164324 good 18.003841 product 17.825549 dtype: float64
print("The norm of the tfidf matrix is:", round(np.linalg.norm(X), 2))
The norm of the tfidf matrix is: 272.22
class Kmeans:
"""
k: number of clusters
max_iter: number of iterations to run algorithm, default: 200
centroids: array, k, number_features
cluster_labels: label for each data point
"""
print("")
def __init__(self, k, seed = None, max_iter = 200):
self.k = k
self.seed = seed
if self.seed is not None:
np.random.seed(self.seed)
self.max_iter = max_iter
def initialise_centroids(self, data):
"""Randomly Initialise Centroids
Parameters
----------
data: array or matrix, number_rows, number_features
Returns
--------
centroids: array of k centroids chosen as random data points
"""
initial_centroids = np.random.permutation(data.shape[0])[:self.k]
self.centroids = data[initial_centroids]
print("The norm of the centroids is:", round(np.linalg.norm(self.centroids), 2))
return self.centroids
def assign_clusters(self, data):
"""Compute distance of data from clusters and assign data point
to closest cluster.
Parameters
----------
data: array or matrix, number_rows, number_features
Returns
--------
cluster_labels: index which minmises the distance of data to each
cluster
"""
if data.ndim == 1:
data = data.reshape(-1, 1)
dist_to_centroid = pairwise_distances(data, self.centroids, metric = 'cosine')
self.cluster_labels = np.argmin(dist_to_centroid, axis = 1)
return self.cluster_labels
def update_centroids(self, data):
"""Computes average of all data points in cluster and
assigns new centroids as average of data points
Parameters
-----------
data: array or matrix, number_rows, number_features
Returns
-----------
centroids: array, k, number_features
"""
self.centroids = np.array([data[self.cluster_labels == i].mean(axis = 0) for i in range(self.k)])
return self.centroids
def predict(self, data):
"""Predict which cluster data point belongs to
Parameters
----------
data: array or matrix, number_rows, number_features
Returns
--------
cluster_labels: index which minmises the distance of data to each
cluster
"""
return self.assign_clusters(data)
def fit_kmeans(self, data):
"""
This function contains the main loop to fit the algorithm
Implements initialise centroids and update_centroids
according to max_iter
-----------------------
Returns
-------
instance of kmeans class
"""
self.centroids = self.initialise_centroids(data)
# Main kmeans loop
for iter in range(self.max_iter):
self.cluster_labels = self.assign_clusters(data)
self.centroids = self.update_centroids(data)
if iter % 100 == 0:
print("Running Model Iteration %d " %iter)
print("Model finished running")
return self
kmeans_model = Kmeans(3, seed = 42, max_iter = 200)
fitted = kmeans_model.fit_kmeans(X)
The norm of the centroids is: 22.91 Running Model Iteration 0 Running Model Iteration 100 Model finished running
#Th predicted function returns the cluster labels
predicted = kmeans_model.predict(X)
pred_df = pd.DataFrame(predicted, columns = ['cluster'])
print("The condition number cluster zero:", round(np.linalg.cond(X[pred_df[pred_df.cluster == 0].index]),2))
print("The condition number cluster one:", round(np.linalg.cond(X[pred_df[pred_df.cluster == 1].index]),2))
print("The condition number cluster two:", round(np.linalg.cond(X[pred_df[pred_df.cluster == 2].index]),2))
The condition number cluster zero: 310.21 The condition number cluster one: 31.9 The condition number cluster two: 22.81
#Appending the cluster reviews to the original dataset
review['cluster_labels'] = predicted
review[review['cluster_labels'] == 0]
| review | cluster_labels | |
|---|---|---|
| 1 | I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this! | 0 |
| 2 | I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots. | 0 |
| 3 | I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used. | 0 |
| 4 | Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though. | 0 |
| 7 | These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing. | 0 |
| 9 | Will this replace a pro fret job? Nah...That said this works great for use a few times a year to clean the frets an make them shiny and smooth.End results[...] | 0 |
| 11 | I ordered this for my new grandsons room at my home. I put it together and was kind of dissapointed at how it tipped over easily. So I actually put a waste basket in it to help it stand up and will use it for waste. I mean it works great to cover the trash can so it worked out. Just not sure if I would recomend. | 0 |
| 14 | Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage. | 0 |
| 16 | WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL. | 0 |
| 20 | Goes on very smoothly and doesn't cake or look dry. I like the marbled appearance, it allows it to blend much smoother. I first used this alone, just to see how well it covers and it did a great job, just looked a little too light, even on my fair skin. Then I tried it again but this time over the light foundation I wear and found that it worked well to cover uneven spots but with it the cakey-masklike look that a lot of people want to avoid. | 0 |
| 21 | i've had this bottle warmer for about 9 months now, and it hasn't broken down yet :) initially i followed the instructions regarding how much water to put in to heat up certain amount of milk, and that worked fine when I was heating up 2 ounces earlier on. As the volume increases, I find that I just had to add more water than usual to heat the milk up. Nowadays i just use the entire water container to heat up 4 oz of milk. my nanny uses it to heat up water too. i haven't had any bottles that melt in it yet. there was one time i forgot to put the basket back in and stuck a medela bottle in there by mistake and that caused some marring on the bottom of the bottle. if you use the dr. brown bottles, just remember to take out the vent reservoir or the milk will travel up and leak out.the other thing is this thing collects hard water stains and calcium deposits on the bottle, so it kind of look dirty and brown. i wipe it down from time to time, but i haven't had the time to completely get rid of it. in all, for the price that i paid, i think it's worked pretty well. | 0 |
| 22 | For the first 2 months of her life, our little one slept in a rocking sleeping right next to our bed and we didn't really have use for a monitor. When we moved out of our apartment, we set up a room for baby that was on the opposite side of the house from our room, and a monitor was suddenly a must-have. So we took a whole weekend to read hundreds of reviews for baby monitors and finally settled on this one. We were nervous because the "out of range" beeping was one of the biggest cons that people listed in their reviews, and I didn't know what we would do if incessant beeping forced us to turn off the monitor in the middle of the night. Well, it took us a few nights to find a good frequency, and the perfect location for the monitor and its receiver, but once we discovered what worked, we've been good to go ever since. For some reason, it will occasionally beep "out of range" when someone walks past her bedroom, but very rarely and only for a few seconds. None of this monitor's little quirks are annoying enough to overcome the fact that it is a great monitor. We leave it on the voice activated setting when we go to bed at night, and it will pick up the slightest sound she makes. The clarity is incredible - this is a great monitor for the price, and I recommend you give it a try. | 0 |
| 24 | This is NOT a hard gate to assemble. The directions do have a lapse in wording regarding placement of one of the parts, but seriously, a little common sense and a look at the diagram will confirm proper assembly. Adjusting the gate to your specific opening should be the "hardest" thing you have to do with this.For the sake of expectation management, I will say also that this is NOT a quick-adjust gate. You will adjust this gate to a specific opening. It will lift off of the hardware, but you will need a screwdriver to put it in a different space.This IS a plastic gate, and stretched out, it does have an amount of flex to it. However, it will take a great deal of pressure before it moves, and when hard mounted with the hinges and cups, I think it will do just fine. On a smaller opening, I would imagine that the flex would be minimal, especially if you spread the adjuster buttons out right.The end stoppers have a great grip on them and even with full weight put on the gate, they tilt before they slide, even on a smooth, wooden stair post.I will wait to make the final decision on buying more of these until after I've had them hard mounted and used them for a little bit, but I see no reason to return the 2 I have. If you're looking for an affordable gate for your home, this is definitely worth consideration. | 0 |
| 27 | Great coverage! Just wish the pockets at the bottom were seperated into two larger sections instead of 3 littler ones. | 0 |
| 31 | 4 stars for so far so good and well see after a couple of weeks.\n\nI am taken aback at the price of Erno Laszlo products, and that would definitely give me great pause in purchasing them with my tight budget, so I will be back to update after using the product several weeks to see if I notice any significant enough results to warrant this price: that written, its difficult to know what a product is doing at a cellular level. What I consider when deciding on whether to purchase or repurchase a facial product is: Does it make me/my skin feel good? Am I happy using it? Does it feel luxe? Is there just something about it I love? And so far all of those are a yes to this product (except the price - ouch!)\n\nThe Hydra-Therapy Memory Sleep Mask comes packaged nicelyin a sturdy pretty little box. The product is in a heavy jar: white with black lid and lettering; nice enough looking if you want to set it on your bathroom counter.\n\nThe product itself is a light pink and the scent is a bit rose-like. I am NOT a rose personI don't care for rose-scented products at all; however, this Enron Laszlo rose scent is quite pretty and subtle and doesnt over-power and I find I do like it. The look & texture surprised me at firstits not a cream but almost looks gel-like with an oily look/feel to it. I was worried it would be too oily on my face, but once I smoothed it on, I was not disappointed, for it soaked right into my skin.\n\nThere is a tiny spatula to dip out the product. You can fit the spatula under the lid on top of the cover to the product so you don't lose it or have to find a place to set it.\n\nThis sleep mask feels amazing going on! And I have tried a LOT of beauty product so Im picky, especially when a product charges as much as this company does. But my skin felt incredibly soft after smoothing this on. Once it was absorbed, I kept touching my skinit was that softand the next morning my skin still felt super soft. As for how it looked, thats too early to tell so Ill need to keep using it.\n\nYou only are to use this twice a week, so the product will last a good whilejust a little is needed to cover your face, throat, chest, or if you want it really to last just use on your face. That makes the $90 price tag a little easier to bear if you look at how often you use it and how little you need. I try to look at ounces and how much product is there and then consider the costfor example, one of my creams is $25-30 but its in a much smaller amount and its for daily use, so how many of those will I buy compared to this Erno Laszlo? That written, Erno Laszlo products are still pricey.\n\nIm excited to try this out for longer, and so far am encouraged even if just for the luxe feel of it, how soft it made my skin, and the quality ingredients used. There is still the problem that after this product is gone, could I justify $90 in my strict budget?for that, it better give me some obvious results after a couple weeks of twice-weekly use! | 0 |
| 32 | Every time I ordered one of these Babyletto items, (we bought a set) they arrived damaged. The company would not take it back and send me a new one, instead, they offered to send me all the damged parts for both the crib and changing station. The company had me send pictures to send me replacement parts, I feel that it was a waste of precious time to deal with it. We assembeled and disassembeled a couple of times and then we just gave up and stored the parts in storage. The quality is so that you cannot mess with it too much.I like the Design, but it's hard to find bumpers that fit this crib properly. The drawer on the bottom is great and this crib is perfect for small spaces. I wish it was made with a bit of a better quality. | 0 |
| 36 | I really wanted to like this makeup. I've heard raving reviews about this brand and have seen their expensive products at Ulta but never tried them due to the price. I used this as directed and it's just not for me. I have very pale skin that is oily. I still felt like this left a white, powdery tint to my skin and it didn't set my make up very well. My make up didn't last any longer than it normally does, definitely not the 16 hours that is claimed. I looked at the ingredients and all that's in it as talc. I'm not sure why a container of talc costs so much money. | 0 |
| 37 | Great plates - deep enough for different foots - stackable - durable - dish washer safe (top rack) and look brand new after months of use. | 0 |
| 39 | This pillow is great. Firm on one side, but softer on the other. Can be used not only for supporting your nursing baby, but also to prop up your baby while she lays against the pillow by herself. Decorated with sweet elephants, this design can be for boys or girls. The comfort of this pillow is great. It's very durable too. Comes with a vibrating disc that can be removed if you don't want to use it, but slips into the pillow to sooth your sweet baby if you want to use it. This is a large pillow, so this will be used for several months ahead! | 0 |
| 41 | I love this carrier. I tried a sling but it tweaked my baby's head and looked uncomfy, not to mention it was hard to get her in. I also have the ergo carrier but she is too little to straddle my body and the infant carry position is awkward for it, it will be great when she gets a little older. For the meantime this is the carrier to get when they are tiny!! Wish I would have gotten it sooner so I could have been more productive around the house earlier on! The black version is cheaper but I went with this one because its supposed to "breathe" better, I think you could go either way and save 5 bucks if you need to or if you like black better, this is actually more of a charcoal than light grey, very nice. I can see how it could hurt your back after a while but I just use it around the house and shes only 12lbs right now. Its not exactly a breeze to get on but its not bad and if your baby is not screaming, you can unclip it in many places to slip it on otherwise you've got to kinda wiggle this over your head | 0 |
| 42 | I like these baby utensils, but they are a bit big/wide for the mouth of a baby. They are also kind of thick. They do the job and the forks are not very pointy, which is good, but the thickness/wideness of the spoon for example makes it hard to use. | 0 |
| 43 | These looked huge when I took them out of the package! Don't worry they will shrink down a little after the first wash. These are absorbent and great for burp cloths because you don't have to worry about staining them. They are very easy to wash and could potentially be bleached. After the first wash, they might not be as soft was you would wish but after a few washes this is not an issue. In short, I love them. I have 2 packages of them and I use them every day. I have cute ones that I might use outside of the house, but these are definitely my first choice.My auntie recommended them to me and I am very thankful for that! She used them with her kids and they are now a necessity in my house. | 0 |
| 44 | I love the idea of eco-friendly products. Unfortunately, these did very little to mask the smell of soiled diapers...so I found it pointless to use them at all because the smell is the same whether they're in one of the bags or not.They do stick together and it's hard to pull one apart one-handed. | 0 |
| 46 | Very good. | 0 |
| 47 | Maybe it's b/c of my daughter's shape that these just don't work for us, but these look pretty odd when being worn. The front gets all bunched up between the legs, and from the back it just looks like a big rectangle. I also wish there were snaps inside of the cover to keep the inserts in place. I love the thirsties covers, so I still use those but with fitted dipes. I did take these apart and I use the hemp side as a doubler for overnight, so it wasn't a total waste! These are very absorbent and do the job but the fit wasn't right for us. | 0 |
| 49 | for the most part we are using straw sippy cups but these are great for the last bottle of the night | 0 |
| 51 | We already had 1 of these but needed another as we often have accidents on the changing pad. The pad fits perfect, stays soft in the wash and is organic which makes us happy. Love Naturepedic! | 0 |
| 52 | First, keys are not my best instrument to play, just a beginner, I'm a professional guitarist. That said, I purchased this for my home recording studio. The controller that I had was a ION but had mini keys. I love the fact that this controller has full size keys. Works great with my Mac Book Pro and Logic Pro X. I know it's not the best controller but it's good if your on a limited budget. | 0 |
| 55 | We have used this inflatable rail several times for travel, and it's now living at the foot of our 3 year old's bed. After 18 months of periodic usage, its still working great. No leaks, no deflating, no trouble. Quick and easy to blow up, folds very small to tuck into luggage, and slides easily under our sheets. At home we have tempurpedic-style mattresses that aren't super thick (no pillow top) and we have no trouble with fitting this rail under the fitted sheet.I do prefer to use a more traditional metal rail for our primary bed rails at home, as they don't infringe on any bed space like this product does. But for travel, or as we're doing with just the foot of the bed for extra security while our toddler transitions to her big-girl-bed, it works great. | 0 |
| 57 | Easy to use and travel with....I'd buy it again. | 0 |
| ... | ... | ... |
| 950 | I really don't know why I bought into the hype of this product. Sure, it's hard to tip over, but not impossible. I feel like any other cup would work just as well and then you could save the $12.00. If I hadn't already used this product and ran it thru the dishwasher twice, I would return it. Just not worth it. | 0 |
| 951 | I have no complaints about this. I did all my research before purchasing, ie: measuring the size of my daughters changing table...and this was a great fit. She's now 16 months (yes just writing this review now) and we still use it. Her size 3 Huggies diapers fit fine and of course you get a lot more newborn diapers in there. All her creams, lotions and accessories fit in the side compartments. Very pleased. | 0 |
| 952 | It's more sturdy than what I expected. long and firm. Very easy to be cleaned too. I have it for over a year now and still looks like new. | 0 |
| 953 | Such a great summer color! Very Happy with my purchase and the sender also gave me a 10% off code for my next order! Very please and I will be ordering in the future! | 0 |
| 955 | I tend to wear greys, purples and browns for my eye color, but I was surprised how much I like these shades. They were a bit lighter than I'm used to as I don't were rose tones, but I was happy with the overall result and would wear these shades on weekends and for casual days. For an evening out, I'd want darker shades, but these were not too light and looked really good. | 0 |
| 956 | This is a very good video baby monitor that I would recommend to friends.Here's what I love about this monitor:-It's so quiet! There is no static at all! The only noise I hear is my child. Just what I want.-Receiver has a carrying clip that also functions as a stand.-Both camera and receiver are lightweight-Receiver doesn't need to be plugged in, once charged.-Camera base has very good grip! This will not easily slide off a shelf. It also comes with mounting screws.-Very good pivoting head on the camera-You can turn off the viewing screen and still listen for your baby.-You can speak into the receiver and the camera part plays your voice. Importantly, this function only works when you hold down a button, like a walkie-talkie. Your voice will come through crisp and clear. I used this to communicate with my older daughter when she was sick in bed. I don't know how often I'll use it with a baby, but it is very convenient.There are just a couple of things that could use improvement:-The screen is smaller than I expected.-When the night light function is on, there are two orange lights, one on each side of the camera, then one red light below the camera. In a dark room, it kind of looks like a scary face! We don't need any extra reason for nightmares!If the screen were a little larger, I'd recommend this 100%. As it is, I'd say the benefits still out-weigh the drawbacks. I'm happy with the monitor. | 0 |
| 959 | no offense to this product, i do not have a very good sleeper. she is hard to get to sleep and nothing helps her except rocking and some crying it out. however, this product is very neat and the music is very pretty. It does take some effort to change the batteries and the remote does not work all that great but at least it has one. | 0 |
| 963 | This is less of a sippy cup to me and more of a first step away from the bottle. It is shaped just like a bottle although the nipple is flatter and not round like a typical bottle. I think this is best for a baby that is just starting to get transitioned off a bottle but isn't ready for a real sippy cup. I like that it has the ounce markers on the cylinder as some cups do not. | 0 |
| 964 | The baby uses this and I love tucking him into it. The cotton is soft and had held up well after many washes. It is just heavy enough for a well heated room, light enough for summer. If you keep the temperature low in winter, you might want something heavier. All in all, I would suggest buying two so you have once in case there is an accident, if you know what I mean. | 0 |
| 966 | This is the perfect size for my baby, who started to eat cereal. When she progresses to eating fruit/vegetable, the compartments would be used. What really makes this a great bowl is the ergonomic design, where my left thumb easily slides into the handle, and the bowl rests on my palm stably and comfortably. | 0 |
| 967 | Purchased this for our Prius. It worked really great until it stopped working. Not really sure what happened, it was a hot day so maybe that had something to do with it. We kept trying to put it back up but after a few minutes it would just fall down again. | 0 |
| 968 | I was excited to receive and try the Philips AVENT drying rack. There are several bottle drying racks on the market, but this works very well! The spikes loosely grip the bottles and help them dry quickly and the grate at the bottom whisks away moisture. I also liked that this did not look out of place in my kitchen. There are some drying systems that look like grass, etc, but this blends in well with my other items. At least my kitchen still looks semi adult! This is a great purchase for yourself or a baby shower.Recommended. | 0 |
| 972 | This is a super easy way to keep your baby bottles etc bacteria free. It does take up a bit of space on the counter but for ease of sterilization, I can live with that. Minus one star for the condensation that builds after a load is run, it doesn't air out and dry the bottles well at all. | 0 |
| 973 | We use these over huggies because our large daughter always leaks through her overnights.They work great! Super water-proof, even when the huggies are bursting at the seams!Very easy to wash, and durable. Velcro is holding up well over daily use.They are slightly more "plastic-y" than some of the over diaper shells, but I think the material is nice. Feels like something in between plastic and fabric.My only CON is that they occasionally dig into the thigh of my (admittedly very chubby) kid. Unless you're dealing with thunder thighs, you should be good to go.I plan on using these with g diaper inserts later on this year when our next baby is born. I think they'll work great as cloth diaper shells, for smaller babies (g diaper inserts bunch up on older kids, hence our reluctant use of huggies...) | 0 |
| 976 | I use these as burp cloths. I have found they are a great size and very absorbent. They are a lot more cost effective than all the fancy burp cloths out there. I suggest sticking a pack of these in any baby gift you give. | 0 |
| 978 | Baxter of California is my go-to product for skin and personal care. The quality of this stuff really justifies the price. This item would make a perfect holiday gift for the man in your life (or the men, no judgment here). Whatever ingredients they use, it feels great on the skin and has little to no aroma (if there's any at all, it's simple, clean, and masculine). | 0 |
| 979 | This set is unbelievable for pumping moms at work. It made it very easy to clean and maintain all of my pumping equipment while I was at work. I highly recommend this set for all working moms. All of oxos baby products are great!! | 0 |
| 980 | While, this minty lip balm is targeted towards men, I tend to have several of these on me. The hydrating lip balm is enriched with shea butter, mint, avocado oil, Vitamin E, green tea extract, and antioxidants. The potent cocktail of ingredients left my skin feeling smooth, soft and hydrated. | 0 |
| 981 | These were the first burp cloths I purchased because everyone said to buy the plain white burp cloths (cloth diapers) so I decided on these after reading reviews. While they served their purpose they tend to be a bit rough/scratchy against my daughters face. If spit up dries on it they become stiff and un-useable until washed. They are absorbent and a good price so I do recommend buying some to have on hand (they also make good dust cloths), but my preference for burp cloths is the Gerber knit ones. | 0 |
| 983 | I really didn't know what to expect from this Mont Blanc Starwalker Eau De Toilette, other than in the description it states that the scent is spicy. I'd say that the scent is more citrusy, or has more citrus notes to it rather than that it's spicy.. The scent is pleasant but a little strong to me.\n\nThe bottle is nice with a pull off cap on top of the sprayer. The bottle is 2.5 ounces which is pretty large, so this would last for a long time even if you use it daily. It's comes in a pretty blue iridescent box. It is made in France | 0 |
| 984 | I have a four month old at home, go through TONS of diapers, and have become an unabashedly big fan of this product.Pros:* It's nice looking. Simple, white, clean, and plastic.* It takes up a small footprint. Maybe around a foot in diameter, which is great for the tight corner I use it in.* It's easy - depress the foot pedal and the lid opens, which is GREAT when your hands are full of dirty diaper, baby, wipes, and whatever other randomness gets thrown into the mix.* No smell. It does what it says it should. This alone is a 5 star feature.* Replacing the bag is a cinch.* It holds a lot of diapers, and the bag is good strong plastic.* Because it's sealed up well, our dog can't nose his way into the dirty diapers (sadly and grossly a concern for us).Cons:* You do have to eventually replace the canister which supplies the liner bag, and it's a component designed specifically for the Diaper Genie. All things considered, though, the cost of this is worth it to me - but others might not feel the same.All in all, I am very pleased with this product, and would definitely recommend it to others. I am very pleased. For what I wanted, this definitely does the trick. | 0 |
| 987 | This is just the right level of warmth for spring/summer nights when I don't want my baby to be too hot. I gave it 4 stars instead of 5 because I would prefer if the zipper started at the bottom instead of the top, as our baby sleeps through the night so we don't change him while he's in the sleep sack, and it would be easier to zip up from the bottom. But it's not a big deal. | 0 |
| 988 | Nice concept. It take a while to figure out how to fit two pacifiers in there. Also, the transparent NUK pacifiers are slightly bigger and are even harder to fit. The colored ones are easier to fit. | 0 |
| 989 | When I saw these for $5.00 I assumed I'd be getting a cheap white elephant gift. I was pleasantly surprised. These little head massagers are fantastic. Everyone in the family loves them. They do not tangle up in you hair at all, nor do they poke you when you use them. They do come packaged as one, but it's quite simple to individually wrap them and give them as gifts. I am purchasing more and making them stocking stuffers for the adults in my family ... however the kids love the scalp massagers, too. | 0 |
| 990 | Extremely useful, both for changing at a friend's place or chaging on a flight or in a park/restaurant. Very convenient, would definitely recommend it for all moms!A must have, and great for baby shower gifts too :) | 0 |
| 991 | Good for the smaller sized nipples but not for the wide mouth bottle nipples. We have tried a variety of bottles for our breastfed baby and those bottles had varying nipple sizes. The flip top has space to put nipples in to wash but with the larger size nipples, we could only fit 2 or 3. But with the "standard" size or smaller nipples, we could get all of them in the flip top area. This is just okay. We've just taken to handwashing so this washer basket really is unnecessary for us now. | 0 |
| 992 | Exactly the same as the more expensive changing pads at the baby stores. It is soft, durable, and we are pleased. | 0 |
| 996 | Very nice and soft, but small, my measurement showed 30x28. This would be perfect for infants or just as a throw blanket for the toddler. Overall, the knitting looks good, the edges looks to be done well. I am not a knitter, but we have received a hand knitted blanket and it felt a bit thicker than this but this one is feels more densely knitted. Overall, I am satisfied. | 0 |
| 997 | I had a boppy with all my kids. So when the suprise 5th child was coming this was the first thing on my NEED list. I use it to nurse in bed and also when baby gets older for them to sit up in. A must have. Also keep in mind this comes with a cover. Some don't so this is a good buy. | 0 |
| 998 | I use these in our diaper pails for both cloth and disposables and they work great. They keep the odor down (of course nothing makes it go totally away and you still need to empty the pail regularly!) and the smell is nice and not overpowering. I only change them out every month or so (or longer when I forget). | 0 |
615 rows × 2 columns
g = review.groupby('cluster_labels')
pd.set_option('display.max_colwidth', -1)
g.get_group(0).head(10)
| review | cluster_labels | |
|---|---|---|
| 1 | I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this! | 0 |
| 2 | I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots. | 0 |
| 3 | I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used. | 0 |
| 4 | Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though. | 0 |
| 7 | These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing. | 0 |
| 9 | Will this replace a pro fret job? Nah...That said this works great for use a few times a year to clean the frets an make them shiny and smooth.End results[...] | 0 |
| 11 | I ordered this for my new grandsons room at my home. I put it together and was kind of dissapointed at how it tipped over easily. So I actually put a waste basket in it to help it stand up and will use it for waste. I mean it works great to cover the trash can so it worked out. Just not sure if I would recomend. | 0 |
| 14 | Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage. | 0 |
| 16 | WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL. | 0 |
| 20 | Goes on very smoothly and doesn't cake or look dry. I like the marbled appearance, it allows it to blend much smoother. I first used this alone, just to see how well it covers and it did a great job, just looked a little too light, even on my fair skin. Then I tried it again but this time over the light foundation I wear and found that it worked well to cover uneven spots but with it the cakey-masklike look that a lot of people want to avoid. | 0 |
From looking at the samples of the first cluster, we could see that it contains baby and beauty products with an inclination towards baby products. This cluster has the maximum number of samples.
g.get_group(1).head(10)
| review | cluster_labels | |
|---|---|---|
| 5 | This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money. | 1 |
| 6 | So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types. | 1 |
| 8 | I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy! | 1 |
| 10 | Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed. | 1 |
| 12 | - they are waaay too high to be useful as snack traps.- once they get gross with soggy goldfish there is no way to clean them because they stay permanently attached. So unlike other strollers where you can easily pop out the snack tray and hose it off in the sink, this one stays gross & you have to do your best with wet wipes.- it makes the folded configuration a little thicker- if the kids are buckled, the tray is so high they can't reach it. (this goes with my first point)- it is soooo difficult to install & one screw on mine constantly falls off so I finally just left it off.- too expensive- it's impossible for the kids to climb in. a 2 year old & 4 year old both have the same problem. they can't go under it because humans don't twist that way (even them who can climb on anything) so my 2 year old son tries to climb over it if I don't get to him quick enough & it gives me a heart attack each time I catch him trying that b/che'll fall & hit his head one of these days if I don't grab him quick enough. So I have to lift my heavy 4 year old & 2 year old in EVERY TIME. lift them in, lift them out, lift them in, lift them out. and it's not just a short lift, you have to lift them high up and they have to contort themselves to fit under it.awful design. Bob folks - you gotta fix this. this design hasn't changed for years. Change the seats so they sit straight upright and add a snack tray that will funcion as a snack tray. I know you can do it :) | 1 |
| 15 | I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf. Overall it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine. | 1 |
| 17 | VERY happy with this spray with my hair. The best test for me was HOW it held my hair-styling in place during an outdoor concert (breezy & warm) without being sticky and looking stiff or unnatural. Wow!\n\nDue to aging and some thyroid issues, I've been losing quite a bit of hair. What used to be full is currently thin in comparison. Thankfully, I have some natural curl/wave. Wanting my hair up (high pony tail) with softness around the bangs and face, I styled and sprayed. Very natural (yay!) and soft looking. I also spritzed the pony-tail curls. After sleeping with it (in same style), I was even more impressed that the curl remaining in my pony tail the next morning. When I took it down, my whole head of hair had more volume/hold and I could get away with no re-washing it (time crunch).\n\nI am "scent sensitive" and the Calista spray was not strong, allergy-inspiring, and any scent dissipated quickly. My sensitive-nosed husband with whom I sat next to (in the car & the concert), never said, "what's that smell?"... which is the TRUE test!\n\nI am very happy with this spray and look forward to testing it with other styling. A little goes a long way, so I'm encouraged the price will equal its value. Fun! | 1 |
| 19 | My baby first started using this activity center at around 5-6 months old. He's in the 90th percentile for height, but his legs still dangled from the lowest setting. He's a pretty passive baby and basically sat there for the first 2 months, randomly leaning on music buttons. Now that he's a bit older, he enjoys it much more, but not as much as the Fisher Price Laugh and Learn at daycare. If you have a very energetic and tall baby, you would probably do well with this bouncer. But there's honestly better activity centers out there. | 1 |
| 23 | My baby loved this rattle from day 1! He still plays with it & he's 9 months old now. He loves to chew on the ears & hands. This is a must have for any baby. Perfect for newborn with the black & white color contrast & the textures. Satin on back side. I would rub it against his cheek as a newborn & he loved the feel. It was the first toy he played with! This is one toy that will be kept forever! | 1 |
| 25 | This design is a big improvement over string swings' past designs head stock fits snugly in the well made cradle. quality wood constructtion and the rubber material used feels nice to the touch. I will buy more if I get another guitar. | 1 |
From the above cluster we could see that this cluster also has both baby and beauty products but here with inclination towards beauty products.
g.get_group(2).head(10)
| review | cluster_labels | |
|---|---|---|
| 0 | I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous | 2 |
| 13 | My child is scared of "big potties". When we are on the road or out shopping, this is the lifesaver for "I have to pee now daddy!". We love it. | 2 |
| 18 | It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good. | 2 |
| 38 | The chicco car seats are great - easy to use, high safety ratings, and nice looking. My only complaint about this car seat is that my son sweats like crazy in it. We live at 7,000ft so not in a warm climate by any means - houses where we live don't even have AC. I could not imagine how much he'd sweat in a warm or humid climate. Even after short rides in a well ventilated cool car his head totally soaks the head rest and the back of his shirt is totally soaked through. Going to look at other options for our next baby as our son loves his car seat and going for rides until he is soaking in sweat. | 2 |
| 85 | It doesn't really keep the car seat cool, but it does keep it cooler than the rest of the car, which is noticeable when you are in very hot temperatures. We traveled through areas with 3 digit temperatures (Texas, New Mexico, Nevada, Southern California, etc). The most important part is that the metal parts of the buckles don't get hot enough to burn the baby, and this is what it did. For the price, great product. | 2 |
| 96 | You can't put a price on your child's safety, but $60 plus for the car seat base it a little ridiculous. | 2 |
| 124 | This works great to entertain my 3 month old who gets fussy if the car seat isn't moving! It helps to keep him happy while I'm trying to pack up the car and get him situated. It's great for those down times when the car isn't moving yet.The only thing I do wish it had was an option to have it stay on for a few minutes. He's too little to hit the button himself to play the noises and lights so I have to hit the button and I can't safely do that from the front seat while we are driving! | 2 |
| 148 | We got this seat in Pink Mist at Target. It's awesome. The handle and overall shape is great, very easy to carry and move around. The seat is much lighter than many of the others we looked at but still sturdy. The seat is not bulky at all and leaves enough room for our older 2 to be able to buckle their seat belts in the backseat! The seat comes with an insert over the back to pad around babies head as well as a guard over the feet. Both of these are removable as baby grows. With our other kids we had to go out and get special inserts to go around the baby's head to keep them snug in their seats. No need here! This seat is designed for the safety of newborns. But again, you can remove the extra pieces for more space later when baby has more head control. The latches are a little pesky - you have to line up the two sides together before latching them into the center piece. But after a few tries you get the hang of it. It's very easy to adjust the straps with the slack and a release button located at the front of the seat. Love the base. Seat snaps in and out very easily and it's easy to belt into the car.Overall we're happy with the safety ratings, the design, especially the weight and ease of use, and we would recommend this seat! | 2 |
| 154 | I have been using this stroller for about a year for walks around the neighborhood, trips to the zoo, and parks. It is great on paved surfaces and packed sand/dirt park trails. My kid seems pretty happy in it.Pros:light (14lbs)compact (fits easily into my compact car trunk)roomy basket (my giant diaper bag fits in there)peekaboo window in canopyeasy to recline when kid is sleepingcomfort padding on shoulder strapsCons:the double rear wheels are close-set so I step on them sometimesdifficult to close upno cup holder (for the pilot!) | 2 |
| 181 | First, we love this stroller... Second, we love this travel system... Third, I figured out how to make the travel system even better for the early months when the baby isn't big enough to use the actual stroller alone and when mom is still recovering from child birth and every extra pound makes a difference when lifting.Here's what I did, I took the seat completely off the stroller and used the frame as a snap and go for the carseat. The seat is connected with velcro and a few snaps. The hardest part was taking the quick release handle off because it uses a keyring type of connection, but with a little work it comes off just fine. The entire process of taking the seat off took 10mins or less. Putting the seat back on took about the same time or just a little longer since I made sure I put it on correctly.This was awesome for many reasons:1. The carseat still snapped into the frame with no problems, because the clips are connected directly to the frame2. The stroller is lighter (at least a pound or two)! This made a huge difference for me being able to lift it in and out of the car3. The basket underneath is so much more useful. You can throw a huge bag in there because the seat is no longer in the way. We were also able to put folding chairs over the basket for a day in the park and the stroller held up great4. Takes up less space in the trunk because the middle of the folded stroller is now a space you can put other things (instead of putting things on top of the seat that was there)We have since put the seat back on the stroller because the baby is now able to use the stroller without the carseat, but consider this option for the early months. It saves you the money of buying a snap and go if you were considering that. Also, this way is much sturdier than a snap and go, because you still get all the great features of the B-Agile including its quick fold.Happy Strolling!!! | 2 |
This cluster has the least number of samples and contains baby and beauty product reviews. With more number of samples, probably the algorithm would be able to cluster better.
r=review.review.to_frame()
for i in range(3,10):
#def clusters(k_value):
print("K value :",i)
kmeans_model = Kmeans(i, seed = 42, max_iter = 200)
fitted = kmeans_model.fit_kmeans(X)
#Th predicted function returns the cluster labels
predicted = kmeans_model.predict(X)
r['cluster_labels'] = predicted
g = r.groupby('cluster_labels')
for j in range(0,i):
print(g.get_group(j).head(2))
print("-------------------------------------------------")
K value : 3
The norm of the centroids is: 22.91
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
cluster_labels
1 0
2 0
review \
5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
5 1
6 1
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
13 My child is scared of "big potties". When we are on the road or out shopping, this is the lifesaver for "I have to pee now daddy!". We love it.
cluster_labels
0 2
13 2
-------------------------------------------------
K value : 4
The norm of the centroids is: 23.28
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
15 I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf. Overall it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.
cluster_labels
2 0
15 0
review \
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy!
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.
cluster_labels
8 1
10 1
review \
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
4 2
6 2
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
cluster_labels
0 3
1 3
-------------------------------------------------
K value : 5
The norm of the centroids is: 23.64
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
15 I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf. Overall it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.
cluster_labels
2 0
15 0
review \
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy!
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.
cluster_labels
8 1
10 1
review \
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
4 2
6 2
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used.
cluster_labels
0 3
3 3
review \
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
16 WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.
cluster_labels
1 4
16 4
-------------------------------------------------
K value : 6
The norm of the centroids is: 24.41
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
15 I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf. Overall it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.
cluster_labels
2 0
15 0
review \
5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy!
cluster_labels
5 1
8 1
review \
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
4 2
6 2
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
18 It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.
cluster_labels
0 3
18 3
review \
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
16 WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.
cluster_labels
1 4
16 4
review \
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used.
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.
cluster_labels
3 5
7 5
-------------------------------------------------
K value : 7
The norm of the centroids is: 24.94
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy!
cluster_labels
2 0
8 0
review \
5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.
cluster_labels
5 1
7 1
review \
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
4 2
6 2
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
18 It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.
cluster_labels
0 3
18 3
review \
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
16 WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.
cluster_labels
1 4
16 4
review \
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used.
17 VERY happy with this spray with my hair. The best test for me was HOW it held my hair-styling in place during an outdoor concert (breezy & warm) without being sticky and looking stiff or unnatural. Wow!\n\nDue to aging and some thyroid issues, I've been losing quite a bit of hair. What used to be full is currently thin in comparison. Thankfully, I have some natural curl/wave. Wanting my hair up (high pony tail) with softness around the bangs and face, I styled and sprayed. Very natural (yay!) and soft looking. I also spritzed the pony-tail curls. After sleeping with it (in same style), I was even more impressed that the curl remaining in my pony tail the next morning. When I took it down, my whole head of hair had more volume/hold and I could get away with no re-washing it (time crunch).\n\nI am "scent sensitive" and the Calista spray was not strong, allergy-inspiring, and any scent dissipated quickly. My sensitive-nosed husband with whom I sat next to (in the car & the concert), never said, "what's that smell?"... which is the TRUE test!\n\nI am very happy with this spray and look forward to testing it with other styling. A little goes a long way, so I'm encouraged the price will equal its value. Fun!
cluster_labels
3 5
17 5
review \
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.
12 - they are waaay too high to be useful as snack traps.- once they get gross with soggy goldfish there is no way to clean them because they stay permanently attached. So unlike other strollers where you can easily pop out the snack tray and hose it off in the sink, this one stays gross & you have to do your best with wet wipes.- it makes the folded configuration a little thicker- if the kids are buckled, the tray is so high they can't reach it. (this goes with my first point)- it is soooo difficult to install & one screw on mine constantly falls off so I finally just left it off.- too expensive- it's impossible for the kids to climb in. a 2 year old & 4 year old both have the same problem. they can't go under it because humans don't twist that way (even them who can climb on anything) so my 2 year old son tries to climb over it if I don't get to him quick enough & it gives me a heart attack each time I catch him trying that b/che'll fall & hit his head one of these days if I don't grab him quick enough. So I have to lift my heavy 4 year old & 2 year old in EVERY TIME. lift them in, lift them out, lift them in, lift them out. and it's not just a short lift, you have to lift them high up and they have to contort themselves to fit under it.awful design. Bob folks - you gotta fix this. this design hasn't changed for years. Change the seats so they sit straight upright and add a snack tray that will funcion as a snack tray. I know you can do it :)
cluster_labels
10 6
12 6
-------------------------------------------------
K value : 8
The norm of the centroids is: 27.0
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
13 My child is scared of "big potties". When we are on the road or out shopping, this is the lifesaver for "I have to pee now daddy!". We love it.
cluster_labels
2 0
13 0
review \
5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.
25 This design is a big improvement over string swings' past designs head stock fits snugly in the well made cradle. quality wood constructtion and the rubber material used feels nice to the touch. I will buy more if I get another guitar.
cluster_labels
5 1
25 1
review \
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
4 2
6 2
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
18 It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.
cluster_labels
0 3
18 3
review \
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
11 I ordered this for my new grandsons room at my home. I put it together and was kind of dissapointed at how it tipped over easily. So I actually put a waste basket in it to help it stand up and will use it for waste. I mean it works great to cover the trash can so it worked out. Just not sure if I would recomend.
cluster_labels
1 4
11 4
review \
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used.
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.
cluster_labels
3 5
7 5
review \
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy!
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.
cluster_labels
8 6
10 6
review \
14 Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage.
21 i've had this bottle warmer for about 9 months now, and it hasn't broken down yet :) initially i followed the instructions regarding how much water to put in to heat up certain amount of milk, and that worked fine when I was heating up 2 ounces earlier on. As the volume increases, I find that I just had to add more water than usual to heat the milk up. Nowadays i just use the entire water container to heat up 4 oz of milk. my nanny uses it to heat up water too. i haven't had any bottles that melt in it yet. there was one time i forgot to put the basket back in and stuck a medela bottle in there by mistake and that caused some marring on the bottom of the bottle. if you use the dr. brown bottles, just remember to take out the vent reservoir or the milk will travel up and leak out.the other thing is this thing collects hard water stains and calcium deposits on the bottle, so it kind of look dirty and brown. i wipe it down from time to time, but i haven't had the time to completely get rid of it. in all, for the price that i paid, i think it's worked pretty well.
cluster_labels
14 7
21 7
-------------------------------------------------
K value : 9
The norm of the centroids is: 27.31
Running Model Iteration 0
Running Model Iteration 100
Model finished running
review \
2 I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots.
15 I have owned this toy twice so far. I bought one when my daughter was 6 months old and thought she would love it. She ended up not liking it at all. She was not a "bouncy" baby. We ended up taking it back for an exersaucer instead. Fast forward 2 years later I had my son, he just turned 6 months and he's a bouncer. The exersaucer is not his thing, I ended up buying this again. He LOVES this so much. Onto the review of the jumperoo nowLike every other baby toy it takes up room, I do like that it folds down a bit but still bulky so be prepared if you have a small apartment. It has adjustable straps to grow with baby. My son is on the number 2 setting at 6 months. 27 1/2 inches. The seat cover is easy to get off and wash which is great. Very easy to clean most parts. The toys on the jumperoo are four different spinners...lizard, sun, rainbow disk and a small one with an animal sticker. I think they could have come up with some else, four is over kill. There is a peekaboo tiger which is hard for the baby to press and it doesn't come up far enough. My son doesn't even bother with that. A musical trio which is ok the animals dont do anything except the elelphant which the baby has to turn to see its face. The lights gets the babys attention. The other toy Is a bug on a long stick...in the picture it shows standing up..our flops over so half the time it hangs off the side. I think some of the toys could be better, it would be awesome if they made a jumperoo with interchangeable toys. Especially some bigger crinkle ones..I have yet to meet a baby who doesn't like crinkles lol What I liked most and it's something that bugs me on a lot of other toys but this one doesn't have this problem is volume control. I love that it is not loud! Finally they figured out babies are not deaf. Overall it's a cute toy and will def give mom a break to do some dishes. I would also recommend waiting until 6 months to buy the toy it's not for all babies. If you baby is a jumper I would recommend it if not an exersaucer would do fine.
cluster_labels
2 0
15 0
review \
5 This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money.
25 This design is a big improvement over string swings' past designs head stock fits snugly in the well made cradle. quality wood constructtion and the rubber material used feels nice to the touch. I will buy more if I get another guitar.
cluster_labels
5 1
25 1
review \
4 Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though.
6 So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types.
cluster_labels
4 2
6 2
review \
0 I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous
18 It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good.
cluster_labels
0 3
18 3
review \
1 I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this!
16 WE LOVE THE PRINT. THE BLANKET IS SUPER SOFT AND SUPER CUTE. WOULD RECOMMEND THIS BLANKET TO ANYONE FOR A LITTLE GIRL.
cluster_labels
1 4
16 4
review \
3 I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used.
7 These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing.
cluster_labels
3 5
7 5
review \
8 I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy!
10 Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed.
cluster_labels
8 6
10 6
review \
14 Great bottle set, but my son is so rarely bottle fed that we actually ended up returning them. Think about how often you're going to be nursing, pumping, and bottle feeding before investing in lots of bottles and storage.
21 i've had this bottle warmer for about 9 months now, and it hasn't broken down yet :) initially i followed the instructions regarding how much water to put in to heat up certain amount of milk, and that worked fine when I was heating up 2 ounces earlier on. As the volume increases, I find that I just had to add more water than usual to heat the milk up. Nowadays i just use the entire water container to heat up 4 oz of milk. my nanny uses it to heat up water too. i haven't had any bottles that melt in it yet. there was one time i forgot to put the basket back in and stuck a medela bottle in there by mistake and that caused some marring on the bottom of the bottle. if you use the dr. brown bottles, just remember to take out the vent reservoir or the milk will travel up and leak out.the other thing is this thing collects hard water stains and calcium deposits on the bottle, so it kind of look dirty and brown. i wipe it down from time to time, but i haven't had the time to completely get rid of it. in all, for the price that i paid, i think it's worked pretty well.
cluster_labels
14 7
21 7
review \
29 Dont buy or waste your money really bad. It gets a star because >The hippo is cute but it's piece of garbage. Sending back hope I can.
32 Every time I ordered one of these Babyletto items, (we bought a set) they arrived damaged. The company would not take it back and send me a new one, instead, they offered to send me all the damged parts for both the crib and changing station. The company had me send pictures to send me replacement parts, I feel that it was a waste of precious time to deal with it. We assembeled and disassembeled a couple of times and then we just gave up and stored the parts in storage. The quality is so that you cannot mess with it too much.I like the Design, but it's hard to find bumpers that fit this crib properly. The drawer on the bottom is great and this crib is perfect for small spaces. I wish it was made with a bit of a better quality.
cluster_labels
29 8
32 8
-------------------------------------------------
np.random.seed(42)
review_1 = pd.DataFrame(data['review'].sample(50000)).reset_index() # sampling 1000 reviews for the initial analysis
review_1.drop("index", axis = 1, inplace = True) # dropping the index column
clean_reviews = []
for i in range(review_1.review.size):
clean_reviews.append(quote_to_words(review_1.review[i]))
review_series = pd.Series(clean_reviews)
#Creating work data
work_data = pd.DataFrame(review_series)
#Combining the fresh and quotes columns
work_data.rename(columns = {0 : 'review'}, inplace = True)
XXX = vectorizer.fit_transform(work_data['review']).toarray()
XXX.shape
(50000, 38084)
vec = TfidfVectorizer(stop_words='english')
XXX = vec.fit_transform(work_data.review).toarray()
bow_vec = pd.DataFrame(XXX, columns = vec.get_feature_names())
bow_vec.head()
| aa | aaa | aaaa | aaaand | aaaggees | aaand | aaas | aacute | aah | aain | aal | aand | aap | aarp | aas | aawesome | ab | ababy | ababybj | aback | abalone | abandon | abandoned | abandons | abated | abba | abbe | abbey | abbility | abboud | abbreviated | abc | abcand | abcd | abcs | abd | abdomen | abdominal | abehringer | abercrombie | abide | abiding | abilities | ability | abit | ablandar | able | ablenot | ableto | ableton | ablility | ablity | abnormal | abnormally | abnoxiously | aboard | aborbs | aboslute | abosrbencypros | abotu | abound | abouot | abour | abouts | aboutstatus | aboutt | abovevista | abrading | abrams | abrasion | abrasions | abrasive | abrasiveness | abritax | abroad | abrupt | abruptly | abs | absence | absent | absinthe | absloutely | abslutely | absobs | absolue | absolut | absolute | absolutely | absolutetly | absolutley | absolutly | absorant | absoration | absorb | absorbance | absorbancy | absorbant | absorbe | absorbed | absorbency | absorbent | absorbentcons | absorber | absorbers | absorbic | absorbing | absorbs | absorbtion | absorent | absorpsent | absorption | absorsed | absorve | absoultely | absoulutly | abstract | abstractly | absurd | absurdity | abt | abundance | abundant | abuse | abused | abuses | abusing | abusive | abut | abuzz | abys | abysmal | abysmally | abysmmal | abyss | ac | acabamento | academy | acadia | acadiachevrolet | acai | acarters | accelerate | accelerated | accelerates | accent | accents | accentuate | accentuated | accentuates | accentuating | accept | acceptable | acceptably | acceptance | accepted | accepteting | accepting | accepts | acces | accesable | accesibilityfaux | accesible | accesorie | accesories | accesory | access | accessary | accesscons | accessed | accessibility | accessible | accessing | accessorie | accessories | accessorizer | accessorizes | accessorizing | accessory | accessorythere | accesswhen | acciddently | accident | accidental | accidentally | accidentially | 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adventures | adventurous | adverse | adversely | advertise | advertised | advertisement | advertises | advertising | advertisted | advertized | advertizes | advice | advil | advisable | advise | advised | advises | advising | advocate | advocates | ae | aer | aerated | aerating | aereola | aergobaby | aerobeds | aerobics | aerola | aerolite | aerosol | aestetically | aesthetic | aesthetically | aesthetician | aestheticians | aesthetics | aether | aevenflo | af | afar | affair | affairs | affect | affected | affecting | affection | affectionately | affective | affects | afficionado | affiliated | affiliates | affiliation | affinity | affirmed | affix | affixed | affixes | afflicted | afford | affordability | affordable | affordably | afforded | affording | affords | afg | afghanistan | afghans | aficionados | afisher | afix | afordable | afore | aforementioned | afraid | afriad | africa | african | afront | aft | afterall | aftereffect | aftereffects | afterglow | aftermarket | aftermath | afternoon | afternoons | afternote | aftershave | aftershaves | aftertaste | afterthought | afterward | afterword | afterwords | afthom | aftwards | agadir | againand | againit | agains | againthe | againts | agaist | agaqin | agar | agator | agave | age | aged | ageing | ageless | agent | agents | ages | aggitate | aggravate | aggravated | aggravates | aggravating | aggravation | aggravations | aggression | aggressive | aggressively | aggressiveness | aggressors | aggrevation | aggrivated | aghast | agian | agile | agility | agin | aging | agingand | aginst | agitate | agitated | agitates | agitation | agitator | agitatorless | ago | agonized | agonizing | agonizingly | agony | agood | agraco | agrave | agreat | agree | agreeable | agreed | agreeing | agreement | agrees | agressive | ah | aha | ahas | ahava | ahb | ahbe | ahd | ahead | aheadthings | aheil | ahem | ahh | ahhh | ahhhh | ahhhhh | ahold | ahora | ahotslings | ahppens | ahswiunge | ahuffled | ahvr | ai | aid | 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alerts | alesis | alex | algae | algea | algenist | algin | algorithm | alice | alien | alienate | aliens | aligator | alight | alightweight | align | aligned | aligning | alignment | aligns | alike | alimentum | alinum | alitte | alittle | alive | aliya | alkalines | alkane | alkyl | allantoin | allas | allay | allbut | alleaviate | alleged | allegedly | allegiances | allemande | allen | allens | allergen | allergenic | allergens | allergic | allergies | allergy | allerigic | allerigiesi | alleves | alleviate | alleviated | alleviates | alley | alli | alliance | alligator | allign | alll | alllll | allllll | alllllll | alllways | allmomsaerperfect | allmomsareperfect | allmost | allmy | allof | allopathic | allot | allother | allotted | allover | allow | allowable | allowance | allowed | allowing | allows | alloy | allplaytex | allpricey | allready | allright | allthe | allude | allure | alluring | allways | allwoing | alma | almond | almonds | almosted | alnico | aloe | alongs | 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| ambik | ambitious | ambivalence | ambivalent | ambora | ambulance | amby | amd | ameda | amedela | amelia | amen | amenable | amend | amenities | america | american | americans | amethyst | amex | ami | amicable | amicrowave | amidst | amighty | amika | aminals | amino | amiracle | amiss | ammendments | ammonia | ammonium | ammoniumpolyacryloyldimethyltaurate | ammount | ammounts | amnd | amniotic | amoby | amodimethicone | amommy | amore | amounted | amounts | amout | amp | ampactually | ampat | ampcompliments | amped | ampeg | amperage | amping | ampkit | ampkitamplitube | ample | ampli | ampliamente | amplifer | amplification | amplified | amplifiedparts | amplifier | amplifierheads | amplifiers | amplifies | amplify | amplifying | amplitube | amplug | amply | amps | amptaylor | amputation | ams | amsterdam | amt | amtrak | amts | amunchkin | amunlikely | amuse | amused | amusement | amuses | amusician | amusing | amusingly | amy | amygdalus | amz | amzn | ana | anac | 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| naner | nannied | nannies | nanny | nano | nanokontrol | nanometers | nanoseconds | nanosphooses | nanoweb | nanowebs | naomi | nap | nape | napkin | napkins | napmat | napped | napper | nappers | nappi | nappie | nappies | napping | nappingcons | nappy | naps | napshowever | naptime | naptimes | narcissism | narcissus | narrator | narrow | narrowed | narrower | narrowest | narrowing | narrowits | narrowly | narrowness | narrows | nars | narvaez | nary | nas | nasa | nasal | nascar | nasfrida | naso | nasolabial | nasonex | nasties | nastiest | nastiness | nasty | nastys | natal | nataure | natchmo | nation | national | nationally | nationals | nationaly | nationwide | native | natori | natuarally | natura | natural | naturalandamerican | naturalatch | naturaldiamond | naturaldurable | naturalis | naturally | naturalmahalo | naturalmy | naturalness | naturals | naturalto | naturalwave | naturaly | nature | natured | naturepedic | natures | naturesince | naturewhen | naturoli | 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nets | netted | netting | nettinghas | nettings | network | networking | networks | neumann | neural | neuro | neurobiology | neurodegenerative | neurologic | neurological | neurons | neuroprotectant | neurosensine | neurotic | neuter | neutered | neutral | neutrality | neutralize | neutralized | neutralizer | neutralizes | neutralizing | neutrally | neutrals | neutrik | neutrogena | neutural | nevada | nevermind | new | neways | newbie | newbies | newborn | newbornit | newborns | newbornsmoby | newbornstraps | newby | newcomer | neweded | newel | newell | newer | newest | newfound | newly | newness | newoxo | newport | news | newscasts | newsflash | newspaper | newsprint | newyou | nex | nexfit | nextfit | nextstep | nextwasted | nexxus | nexy | nfe | nfl | ng | ngjlcek | ngtsa | nh | nhtsa | ni | nia | niacin | niacinamide | niacinimide | niadyne | nib | nibble | nibbled | nibbler | nibbles | nibbling | niblets | nibs | nic | nice | niceadjustablebaby | nicecons | nicedoesn | nicee | 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#### Implementing K means
r1=review.review.to_frame()
kmeans_model = Kmeans(3, seed = 42, max_iter = 300)
fitted = kmeans_model.fit_kmeans(X)
#Th predicted function returns the cluster labels
predicted = kmeans_model.predict(X)
r1['cluster_labels'] = predicted
g = r1.groupby('cluster_labels')
The norm of the centroids is: 22.91 Running Model Iteration 0 Running Model Iteration 100 Running Model Iteration 200 Model finished running
g.get_group(0).head()
| review | cluster_labels | |
|---|---|---|
| 1 | I love this mascara.\n\nIt's super easy to apply and doesn't clump. My lashes look both thicker and darker. I've also had no eye irritation.\n\nThe want is comfortable as well.\n\nNo smudging, no raccoon eyes, and I find that I don't need to reapply it during the day. Once in the morning and that's it.\n\nVery pleased with this! | 0 |
| 2 | I have tried too many different diapers/ brands/ systems to list and these are one of my favorites! I bought one originally just to try it and I've bought 4 more since. They also make wonderful newborn diapers call Tini Fit Tots Bots. | 0 |
| 3 | I love a good lip gloss and this is absolutely perfect. The applicator has a small indentation which makes application easy. This has a very light fruity scent. This gloss glides on blissfully it is not sticky or too shiny. I have medium skin tone and this color is perfect and I personally think will compliment any skin tone. This is one of the best lip glosses I have used. | 0 |
| 4 | Cute blanket, great materials. The green center is a terry cloth material which is great for soaking up the drool that goes with teething. Not shown in the picture is a green ring attachment that goes through the purple corner. The ring itself isn't great, the opening is too large to keep it attatched, but it was easily swapped out with another ring link. I liked having the option to attach it to the carseat or stroller so it wasn't dropped though. | 0 |
| 7 | These are so soft and cute. They are very gentle on babies skin. It's not scratchy or course like some of the other products out there. Highly recommended. Get's softer with each washing. | 0 |
g.get_group(1).head()
| review | cluster_labels | |
|---|---|---|
| 5 | This monitor is fantastic. The picture is very clear, even in the dark, and the sound is super sensitive. The battery lasts a long time, and after almost 2 years of daily use it is still working perfect and we have had zero problems with it. Every once in a while we'll get a tad bit of static, but the house is pretty big, so it's expected. This was definitely worth the money. | 1 |
| 6 | So pleased with this. My mother purchased a different kind for her house, and the quality just didn't compare.1 The single piece of molded foam makes for super easy cleaning.2 The pee guard is great to keep messes from happening.3 The design is genius. My son clearly feels more supported and comfortable on this than other types. | 1 |
| 8 | I bought this for my little girl when she was 12 months old. I never used exersausers much with my three older children because they were very mobile very young and crawled/walked around to different pile of toys I had laying around for them. However, Anna wasn't so mobile, so I got this for her.SHE LOVED IT! I didn't even ever put any batteries in it. She would play with it for hours and loved all the toys. It really does grow with the child.One bad thing I noticed was that ours came with a food tray that never stayed on right. Plus, who wants food near the exersaucer? Soft food (baby food, etc.) would get smeared all over it; hard food (cheerios, etc.) would get crushed into it and shoved into little crevasses...never did understand the food tray coming with a toy?? I don't think it was any reason to dock it a star, though.This is a great toy! | 1 |
| 10 | Bought this and wish I had not. Have had it for three months, and my husband uses it a few times a week and when he does it easily shows any sweat once it dries. The quality is poor and the stitching is fraying / coming apart. Not impressed. | 1 |
| 12 | - they are waaay too high to be useful as snack traps.- once they get gross with soggy goldfish there is no way to clean them because they stay permanently attached. So unlike other strollers where you can easily pop out the snack tray and hose it off in the sink, this one stays gross & you have to do your best with wet wipes.- it makes the folded configuration a little thicker- if the kids are buckled, the tray is so high they can't reach it. (this goes with my first point)- it is soooo difficult to install & one screw on mine constantly falls off so I finally just left it off.- too expensive- it's impossible for the kids to climb in. a 2 year old & 4 year old both have the same problem. they can't go under it because humans don't twist that way (even them who can climb on anything) so my 2 year old son tries to climb over it if I don't get to him quick enough & it gives me a heart attack each time I catch him trying that b/che'll fall & hit his head one of these days if I don't grab him quick enough. So I have to lift my heavy 4 year old & 2 year old in EVERY TIME. lift them in, lift them out, lift them in, lift them out. and it's not just a short lift, you have to lift them high up and they have to contort themselves to fit under it.awful design. Bob folks - you gotta fix this. this design hasn't changed for years. Change the seats so they sit straight upright and add a snack tray that will funcion as a snack tray. I know you can do it :) | 1 |
g.get_group(2).head()
| review | cluster_labels | |
|---|---|---|
| 0 | I love this seat, it's so easy to use and most importantly clean. You can also remove the tray,and keep the baby buckled in while you tidy up. Fabulous | 2 |
| 13 | My child is scared of "big potties". When we are on the road or out shopping, this is the lifesaver for "I have to pee now daddy!". We love it. | 2 |
| 18 | It does the job, but in one travel, it had 2 holes probably from the way the airlines handle the things. But it does keep the car seat safe and clean. The quality is pretty good. | 2 |
| 38 | The chicco car seats are great - easy to use, high safety ratings, and nice looking. My only complaint about this car seat is that my son sweats like crazy in it. We live at 7,000ft so not in a warm climate by any means - houses where we live don't even have AC. I could not imagine how much he'd sweat in a warm or humid climate. Even after short rides in a well ventilated cool car his head totally soaks the head rest and the back of his shirt is totally soaked through. Going to look at other options for our next baby as our son loves his car seat and going for rides until he is soaking in sweat. | 2 |
| 85 | It doesn't really keep the car seat cool, but it does keep it cooler than the rest of the car, which is noticeable when you are in very hot temperatures. We traveled through areas with 3 digit temperatures (Texas, New Mexico, Nevada, Southern California, etc). The most important part is that the metal parts of the buckles don't get hot enough to burn the baby, and this is what it did. For the price, great product. | 2 |